Moving beyond simulation and learning: Unveiling the potential of complexity data science

Complexity science is a multidisciplinary field that examines various aspects of complex systems. While complexity science places a significant emphasis on simulation, it has a somewhat neglectful treatment of learning. In this paper, we explore a recent example of the potential synergy between simulation and learning, illustrated by the concept of digital twins. We argue that integrating simulation and learning holds significant promise beyond the scope of digital twins alone. In our view, the general amalgamation of complexity science and data science heralds the dawn of a distinct and innovative field in its own right, which we call complexity data science.

Authors

Publication Details

Journal
PLOS complex systems.
Published
2024-10-03
DOI
https://doi.org/10.1371/journal.pcsy.0000002
Citations
1
Primary Topic
Complex Systems and Decision Making
Type
article
Field-Weighted Citation Impact
0.49

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article

Moving beyond simulation and learning: Unveiling the potential of complexity data science

Hocine Cherifi, Olli Yli‐Harja, Frank Emmert‐Streib, Stuart Kauffman
1 citations
PLOS complex systems.
Complex Systems and Decision Making
0.49
article

Moving beyond simulation and learning: Unveiling the potential of complexity data science

Hocine Cherifi, Olli Yli‐Harja, Frank Emmert‐Streib, Stuart Kauffman
article en
1 citations

Abstract

Complexity science is a multidisciplinary field that examines various aspects of complex systems. While complexity science places a significant emphasis on simulation, it has a somewhat neglectful treatment of learning. In this paper, we explore a recent example of the potential synergy between simulation and learning, illustrated by the concept of digital twins. We argue that integrating simulation and learning holds significant promise beyond the scope of digital twins alone. In our view, the general amalgamation of complexity science and data science heralds the dawn of a distinct and innovative field in its own right, which we call complexity data science.

PLOS complex systems.Vol. 1(2)
Academy of Finland
Openalex Percentile: Top 30%
Complex Systems and Decision Making
0.49
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